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Multi-label Chest X-ray Classification on CheXpert small (test)
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70
AUC (No Attack)
FedAvg
65.84
66.92
68
69.08
Jul 15, 2022
AUC (No Attack)
AUC (Label Flip 10%)
AUC (Mix Attack 40%)
AUC (Noise 40%)
AUC (Noise & Scaled 40%)
Average AUC
Updated 4d ago
Evaluation Results
Method
Method
Links
AUC (No Attack)
AUC (Label Flip 10%)
AUC (Mix Attack 40%)
AUC (Noise 40%)
AUC (Noise & Scaled 40%)
Average AUC
FedAvg
Aggregation Strategy=F...
2022.07
70
69
50
50
50
58
Median
Aggregation Strategy=M...
2022.07
70
69
69
69
54
66
Trimmed Mean
Aggregation Strategy=T...
2022.07
70
69
69
50
50
62
DOS
Aggregation Strategy=D...
2022.07
70
69
68
69
67
68
Krum
Aggregation Strategy=Krum
2022.07
66
66
64
63
67
65
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